AutoResearch-RL presents a framework where reinforcement learning agents autonomously conduct neural architecture and hyperparameter research without human supervision, using PPO to optimize code modifications based on …
Anthropic announces that Claude Opus 4.6 and Sonnet 4.6 now support 1 million token context windows at standard pricing with no long-context premium, expanding media limits to 600 images or PDF pages.
An autonomous offensive security agent discovered critical SQL injection vulnerabilities in McKinsey’s internal AI platform Lilli, gaining full database access to 46.5 million chat messages and compromising the …
An analysis of StrongDM’s fully automated “Software Factory” where AI agents write, test, and deploy production code without human review, exploring the regulatory, accountability, and trust …
This comprehensive guide introduces scenario testing as a powerful approach to creating story-based test cases that are motivating, credible, and complex. The article provides twelve practical methods for developing …
An in-depth technical analysis of Level 4 autonomous software development, examining StrongDM’s Attractor system and the architectural patterns that enable AI agents to build production software without human code …
WebMCP is a proposed web standard that enables AI agents to interact with websites through structured tools instead of screen-scraping, providing both imperative JavaScript APIs and declarative HTML form annotations for …
A comprehensive guide to MicroGPT, a minimal 200-line Python implementation that contains the complete algorithmic essence of training and running a GPT model, including dataset handling, tokenization, autograd engine, …
RICHES presents a novel approach that unifies retrieval and generation by interleaving document retrieval with sequence generation tasks, eliminating the need for separate retriever and generator components in RAG …
Apple researchers present Ferret-UI Lite, a compact 3B multimodal language model designed for on-device GUI automation across mobile, web, and desktop platforms. The model achieves competitive performance through curated …
